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A detailed evaluation of the WRF-CMAQ forecast model performance for O 3, and PM 2.5 during the 2006 TexAQS/GoMACCS study Shaocai Yu $, Rohit Mathur +,

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Presentation on theme: "A detailed evaluation of the WRF-CMAQ forecast model performance for O 3, and PM 2.5 during the 2006 TexAQS/GoMACCS study Shaocai Yu $, Rohit Mathur +,"— Presentation transcript:

1 A detailed evaluation of the WRF-CMAQ forecast model performance for O 3, and PM 2.5 during the 2006 TexAQS/GoMACCS study Shaocai Yu $, Rohit Mathur +, Daiwen Kang $, Jonathan Pleim +, Daniel Tong $, Brian Eder + and Kenneth Schere + Atmospheric Sciences Modeling Division NERL, U.S. EPA, RTP, NC 27711. $ On assignment from Science and Technology Corporation + On assignment from Air Resources Laboratory, NOAA

2 Introduction

3 CMAQC ommunity M ultiscale A ir Q uality M odel Community Model Multiscale – consistent model structures for interaction of urban through Continental scales Multi-pollutant – ozone, speciated particulate matter, visibility, acid deposition and air toxics

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5 166 142 268 grid cells 259 grid cells Northeast “1x” Domain East “3x” Domain Testing Domain: Summer 2006 Testing Domain: Summer 2006 Experimental: CONUS “5X” 442 grid cells 265 grid cells Operational: EUS “3x” CONUS “5x” Domain This Study

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7 Tracks of ship Tracks of P-3 flights

8  Results: Operational evaluation for O 3 at AIRNOW sites  overprediction (8/25-9/30)  Very low O 3 concentrations Obs Model  Underprediction: high conc. range

9  Results: Operational evaluation for PM 2.5 at AIRNOW sites due to underestimation of SO 4 2-, NH 4 + (see later) Obs 11.7±7. 9 Mod9.9±6.6 Obs11.7±7.9 Mod9.9±6.6  Mean:  Underpredicted obs PM 2.5 by 16%  Significant underprediction (8/1-8/31)

10  Results: Time-series evaluation with ship  Gas species O3Model37.82 Obs35.04 NO2Model11.07 Obs6.14 NOyModel15.91 Obs10.28 COModel129.61 Obs122.48 SO2Model2.11 Obs3.32 ISOPModel0.23 Obs0.28 HCHOModel2.39 Obs1.82 TOLModel0.30 Obs0.50 ALDModel2.02 Obs1.07 over Gulf of Mexico

11  Meteorological parameters  Results: Time-series evaluation with ship data  Model underestimated SO 4 2-, NH 4 +, NO 3 - by -29, -41, -86%, respectively over Gulf of Mexico TempObs28.9 Model28.7 WDIR10Obs167.4 Model164.3 WSPD10Obs3.6 Model3.9 RGRNDObs461.8 Model466.2 Mean

12  Results ( PM 2.5 SO 4 2-, NH 4 + ): vertical profiles  Over predicted SO 4 2- aloft but under prediction at surface  CB-4 chemical mechanism produces too much H2O2 (Yu et al., 2007) Layer means for model and observations from the aircraft (P 3 ) during the 2006 TexAQS/GoMACCS  The model under predicted NH 4 + both at the surface and aloft, Daily Layer Means

13  Results ( Vertical profiles for O 3,CO and SO 2 ) Daily Layer Means SO 2 :  Close to obs at high altitude  Higher than obs at low altitude O 3 :  good at low altitude  Overprediction at high altitudes CO:  good at low altitude  Under-prediction at high altitudes

14 Daily Layer Means  Results ( Vertical profiles for NOy, NO2 and NO ) NOy, NO 2, NO and HNO 3 :  Generally good at high altitudes  Overprediction at low altitudes

15 Acetaldehyde:  overprediction Daily Layer Means Toluene, Isoprene:  underestimation  Results ( Vertical profiles of VOC species )

16 Site 1 ( Washington, D.C.)  Results: Time-series evaluation at PAMS sites

17  Results: summary at 4 sites and all 9 PAMS sites site1234Total O3Obs22.415.523.217.021.8 Model26.828.138.018.632.7 NMB 208163950 COObs1020.4276.3301.2319.9379.4 Model423.5333.6186.8351.9275.8 NMB -5821-3810-27 NOObs19.618.614.613.913.3 Model5.35.41.215.55.8 NMB -73-71-9211-56 NO2Obs13.519.514.815.913.7 Model24.222.010.730.315.6 NMB 7913-279114 NOxObs33.136.025.929.824.6 Model29.527.111.745.820.5 NMB -11-25-5554-16 SO2Obs3.24.28.72.34.7 Model10.48.22.611.86.8 NMB 22493-7040744

18 Contacts: Brian K. Eder email: eder@hpcc.epa.gov www.arl.noaa.gov/ www.epa.gov/asmdnerl

19 Contacts: Brian K. Eder email: eder@hpcc.epa.gov www.arl.noaa.gov/ www.epa.gov/asmdnerl

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21 Site 2  Results: Time-series evaluation at PAMS sites

22  Results : Total sulfur during 2004 ICARTT  Results (preliminary) : Time-series evaluation at PAMS sites Obs4.6±5 NMM5.9±4 ARW6.8±5  Mean  SO 2 : very scatter, over-predict low conc. but under-predict high conc.

23  Results : O 3 Vertical profiles Sulfur Dioxide 2002 Summer 12-km Eastern US  Results: Standard CMAQ performance for SO 2


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